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Automation Risk Analysis

Will “Line Assembly Utility Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Assembly Utility Worker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Line Assembly Utility Worker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Compute defect percentages or averages, using formulas and calculators.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Analyze test data, making computations as necessary, to determine test results.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Position products, components, or parts for testing.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Compute usable amounts of items in shipments.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Notify supervisors or other personnel of production problems.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Recommend necessary corrective actions, based on inspection results.

  • Collect or select samples for testing or for use as models.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

Technologies & Software

  • Sight Machine AI
  • Statistical process control SPC data collection devices
  • Siemens Industrial AI
  • Microsoft Visio
  • Inspection marking systems
  • Gemini (Google)
  • Database software
  • Nova (Amazon)
  • Computer-aided inspection software
  • IBM Lotus Notes
  • Tolerance analysis software
  • Microsoft Outlook
  • Microsoft PowerPoint
  • Kimi (Moonshot AI)
  • FileMaker Pro
  • Microsoft Excel
  • Wilcox Associates PC-DMIS Inspection Planner
  • Dassault Systemes CATIA
  • Label inspection systems
  • Cybermetrics GAGETrak
  • Data entry software
  • Dassault Systemes SolidWorks
  • Verisurf Metrology
  • R
  • Design of experiments DOE software
  • Microsoft Office software
  • SAP software
  • Claude (Anthropic)
  • IBM Notes
  • Apache Pig
  • Grok (xAI)
  • Mastercam computer-aided design and manufacturing software
  • Qwen (Alibaba)
  • Autodesk AutoCAD
  • Selenium
  • Apache Hive
  • Rockwell Automation AI
  • Medical condition coding software
  • Extensible markup language XML
  • Computer assisted design software
  • Data analysis software
  • Microsoft Access
  • Atlassian JIRA
  • Skype
  • ABB AI Robotics
  • Minitab
  • Coordinate measuring machine software
  • Microsoft SharePoint
  • Microsoft Word
  • Mastercam Design
  • Mistral (Mistral AI)
  • DeepSeek
  • The MathWorks MATLAB
  • Structured query language SQL
  • ChatGPT (OpenAI)
  • Llama (Meta)
  • Cognex Vision AI
  • Function generators
  • Shock testers
  • Tensile testers
  • Bubble leak testers
  • Verisurf CMM Master
  • Return loss calibrator RLC passive component testers
  • Micrometers
  • Resonance acceleration instruments
  • Laser shearography flaw detectors
  • Vibration and shaker systems
  • Pulse generators
  • Ductility testers
  • Ammeters
  • Calorimetric leak testers
  • Digital multimeters
  • Optical gauges
  • Accelerometers
  • Eddy current probes
  • Continuity testers
  • Industrial bench scales
  • Hydraulic pumps
  • Digital voltmeters DVM
  • Strain gauges
  • Verisurf 3Dgage
  • Plotters
  • Moisture meters
  • Resistance meters
  • Shear testers
  • Null-balance acceleration instruments
  • Personal computers
  • Compression testers
  • Power meters
  • Digital resistance meters
  • Verisurf Master3DGage
  • Fatigue testers
  • Frequency meters
  • Laser thickness gauges
  • Magnetic particle flaw detectors
  • Sampling oscilloscopes
  • Depth gauges
  • Impact hammers
  • Backplane testers
  • Piezoelectric acceleration instruments
  • Sorting machines
  • Beta gauges
  • Environmental chambers
  • In-circuit testers
  • Plug gauges
  • Signal generators
  • Printed circuit board PCB testers
  • Linear or mixed signal equipment
  • Multimeters
  • Magnetic induction acceleration instruments
  • Utrasonic flaw detectors
  • Holographic interferometers
  • Measuring microscopes
  • Pi tapes
  • Optical comparators
  • Radiographic flaw detectors
  • Creep and stress relaxation testers
  • Overhead cranes
  • Resistivity meters
  • Thread gauges
  • Bit error rate testers BERT
  • Forklifts
  • Hipot testers
  • Coordinate measuring machines CMM
  • Penetrant flaw detectors
  • Calipers
  • Force transducers
  • Conductivity meters
  • Frequency counters
  • Logic test systems
  • Digital resistance thermometers
  • Gloss meters
  • Color spectrometers
  • Pin gauges
  • Eddy current flaw detectors
  • Metallurgical microscopes
  • Capacitive acceleration instruments
  • Hydraulic lifts
  • Manufacturing defect analyzers MDA
  • Direct current DC power testers
  • Hardness testers
  • Height gauges
  • Mass flow leak testers
  • Viscometers
  • Impact toughness testers

Alternative Job Titles